{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference Demo for ArcFace models\n",
    "\n",
    "## Overview\n",
    "This notebook can be used for inference on ArcFace ONNX models. The demo shows how to use the trained models to do inference in MXNet.\n",
    "\n",
    "## Models supported\n",
    "* LResNet100E-IR (ResNet100 backend with ArcFace loss)\n",
    "\n",
    "## Prerequisites\n",
    "The following packages need to be installed before proceeding:\n",
    "* Protobuf compiler - `sudo apt-get install protobuf-compiler libprotoc-dev` (required for ONNX. This will work for any linux system. For detailed installation guidelines head over to [ONNX documentation](https://github.com/onnx/onnx#installation))\n",
    "* ONNX - `pip install onnx`\n",
    "* MXNet - `pip install mxnet-cu90mkl --pre -U` (tested on this version GPU, can use other versions. `--pre` indicates a pre build of MXNet which is required here for ONNX version compatibility. `-U` uninstalls any existing MXNet version allowing for a clean install)\n",
    "* numpy - `pip install numpy`\n",
    "* matplotlib - `pip install matplotlib`\n",
    "* OpenCV - `pip install opencv-python`\n",
    "* Scikit-learn - `pip install scikit-learn`\n",
    "* EasyDict - `pip install easydict`\n",
    "* Scikit-image - `pip install scikit-image`\n",
    "\n",
    "Also the following scripts and folders (included in the repo) must be present in the same folder as this notebook:\n",
    "* `mtcnn_detector.py` (Performs face detection as a part of preprocessing)\n",
    "* `helper.py` (helper script for face detection)\n",
    "\n",
    "In order to do inference with a python script:\n",
    "* Generate the script : In Jupyter Notebook browser, go to File -> Download as -> Python (.py)\n",
    "* Run the script: `python arcface_inference.py`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import dependencies\n",
    "Verify that all dependencies are installed using the cell below. Continue if no errors encountered, warnings can be ignored."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import sys\n",
    "import numpy as np\n",
    "import mxnet as mx\n",
    "import os\n",
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "from scipy import misc\n",
    "import random\n",
    "import sklearn\n",
    "from sklearn.decomposition import PCA\n",
    "from time import sleep\n",
    "from easydict import EasyDict as edict\n",
    "from mtcnn_detector import MtcnnDetector\n",
    "from skimage import transform as trans\n",
    "import matplotlib.pyplot as plt\n",
    "from mxnet.contrib.onnx.onnx2mx.import_model import import_model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load pretrained model\n",
    "`get_model()` : Loads ONNX model into MXNet symbols and params, defines model using symbol file and binds parameters to the model using params file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_model(ctx, model):\n",
    "    image_size = (112,112)\n",
    "    # Import ONNX model\n",
    "    sym, arg_params, aux_params = import_model(model)\n",
    "    # Define and binds parameters to the network\n",
    "    model = mx.mod.Module(symbol=sym, context=ctx, label_names = None)\n",
    "    model.bind(data_shapes=[('data', (1, 3, image_size[0], image_size[1]))])\n",
    "    model.set_params(arg_params, aux_params)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Face detector & alignment\n",
    "A pretrained face detection & alignment model [MTCNN detector](https://kpzhang93.github.io/MTCNN_face_detection_alignment/index.html) is used here as a part of the preprocessing step. The input image is passed through the detector to obtain an aligned image of the face in the input. The pretrained models reside in the folder `mtcnn-model` and the scripts `mtcnn_detector.py` and `helper.py` contain code for doing inference on those models."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download pre-trained face detection models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(4):\n",
    "    mx.test_utils.download(dirname='mtcnn-model', url='https://s3.amazonaws.com/onnx-model-zoo/arcface/mtcnn-model/det{}-0001.params'.format(i+1))\n",
    "    mx.test_utils.download(dirname='mtcnn-model', url='https://s3.amazonaws.com/onnx-model-zoo/arcface/mtcnn-model/det{}-symbol.json'.format(i+1))\n",
    "    mx.test_utils.download(dirname='mtcnn-model', url='https://s3.amazonaws.com/onnx-model-zoo/arcface/mtcnn-model/det{}.caffemodel'.format(i+1))\n",
    "    mx.test_utils.download(dirname='mtcnn-model', url='https://s3.amazonaws.com/onnx-model-zoo/arcface/mtcnn-model/det{}.prototxt'.format(i+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Configure face detection model for preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Determine and set context\n",
    "if len(mx.test_utils.list_gpus())==0:\n",
    "    ctx = mx.cpu()\n",
    "else:\n",
    "    ctx = mx.gpu(0)\n",
    "# Configure face detector\n",
    "det_threshold = [0.6,0.7,0.8]\n",
    "mtcnn_path = os.path.join(os.path.dirname('__file__'), 'mtcnn-model')\n",
    "detector = MtcnnDetector(model_folder=mtcnn_path, ctx=ctx, num_worker=1, accurate_landmark = True, threshold=det_threshold)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preprocess images\n",
    "\n",
    "In order to input only face pixels into the network, all input images are passed through a pretrained face detection and alignment model as described above. The output of this model are landmark points and a bounding box corresponding to the face in the image. Using this output, the image is processed using affine transforms to generate the aligned face images which are input to the network. The functions performing this is defined below.\n",
    "\n",
    "`preprocess()` : Takes output of face detector (bounding box and landmark points for face in the image) as input and generates aligned face images\n",
    "\n",
    "`get_input()` : Passes input images through the face detector, and returns aligned face images generated by `preprocess()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess(img, bbox=None, landmark=None, **kwargs):\n",
    "    M = None\n",
    "    image_size = []\n",
    "    str_image_size = kwargs.get('image_size', '')\n",
    "    # Assert input shape\n",
    "    if len(str_image_size)>0:\n",
    "        image_size = [int(x) for x in str_image_size.split(',')]\n",
    "        if len(image_size)==1:\n",
    "            image_size = [image_size[0], image_size[0]]\n",
    "        assert len(image_size)==2\n",
    "        assert image_size[0]==112\n",
    "        assert image_size[0]==112 or image_size[1]==96\n",
    "    \n",
    "    # Do alignment using landmark points\n",
    "    if landmark is not None:\n",
    "        assert len(image_size)==2\n",
    "        src = np.array([\n",
    "          [30.2946, 51.6963],\n",
    "          [65.5318, 51.5014],\n",
    "          [48.0252, 71.7366],\n",
    "          [33.5493, 92.3655],\n",
    "          [62.7299, 92.2041] ], dtype=np.float32 )\n",
    "        if image_size[1]==112:\n",
    "            src[:,0] += 8.0\n",
    "        dst = landmark.astype(np.float32)\n",
    "        tform = trans.SimilarityTransform()\n",
    "        tform.estimate(dst, src)\n",
    "        M = tform.params[0:2,:]\n",
    "        assert len(image_size)==2\n",
    "        warped = cv2.warpAffine(img,M,(image_size[1],image_size[0]), borderValue = 0.0)\n",
    "        return warped\n",
    "    \n",
    "    # If no landmark points available, do alignment using bounding box. If no bounding box available use center crop\n",
    "    if M is None:\n",
    "        if bbox is None:\n",
    "            det = np.zeros(4, dtype=np.int32)\n",
    "            det[0] = int(img.shape[1]*0.0625)\n",
    "            det[1] = int(img.shape[0]*0.0625)\n",
    "            det[2] = img.shape[1] - det[0]\n",
    "            det[3] = img.shape[0] - det[1]\n",
    "        else:\n",
    "            det = bbox\n",
    "        margin = kwargs.get('margin', 44)\n",
    "        bb = np.zeros(4, dtype=np.int32)\n",
    "        bb[0] = np.maximum(det[0]-margin/2, 0)\n",
    "        bb[1] = np.maximum(det[1]-margin/2, 0)\n",
    "        bb[2] = np.minimum(det[2]+margin/2, img.shape[1])\n",
    "        bb[3] = np.minimum(det[3]+margin/2, img.shape[0])\n",
    "        ret = img[bb[1]:bb[3],bb[0]:bb[2],:]\n",
    "        if len(image_size)>0:\n",
    "            ret = cv2.resize(ret, (image_size[1], image_size[0]))\n",
    "        return ret\n",
    "    \n",
    "def get_input(detector,face_img):\n",
    "    # Pass input images through face detector\n",
    "    ret = detector.detect_face(face_img, det_type = 0)\n",
    "    if ret is None:\n",
    "        return None\n",
    "    bbox, points = ret\n",
    "    if bbox.shape[0]==0:\n",
    "        return None\n",
    "    bbox = bbox[0,0:4]\n",
    "    points = points[0,:].reshape((2,5)).T\n",
    "    # Call preprocess() to generate aligned images\n",
    "    nimg = preprocess(face_img, bbox, points, image_size='112,112')\n",
    "    nimg = cv2.cvtColor(nimg, cv2.COLOR_BGR2RGB)\n",
    "    aligned = np.transpose(nimg, (2,0,1))\n",
    "    return aligned"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predict\n",
    "`get_feature()` : Performs forward pass on the data `aligned` using `model` and returns the embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature(model,aligned):\n",
    "    input_blob = np.expand_dims(aligned, axis=0)\n",
    "    data = mx.nd.array(input_blob)\n",
    "    db = mx.io.DataBatch(data=(data,))\n",
    "    model.forward(db, is_train=False)\n",
    "    embedding = model.get_outputs()[0].asnumpy()\n",
    "    embedding = sklearn.preprocessing.normalize(embedding).flatten()\n",
    "    return embedding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download input images and prepare ONNX model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download first image\n",
    "mx.test_utils.download('https://s3.amazonaws.com/onnx-model-zoo/arcface/player1.jpg')\n",
    "# Download second image\n",
    "mx.test_utils.download('https://s3.amazonaws.com/onnx-model-zoo/arcface/player2.jpg')\n",
    "# Download onnx model\n",
    "mx.test_utils.download('https://s3.amazonaws.com/onnx-model-zoo/arcface/resnet100.onnx')\n",
    "# Path to ONNX model\n",
    "model_name = '/home/ubuntu/resnet100.onnx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load ONNX model\n",
    "model = get_model(ctx , model_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate predictions\n",
    "Two face images are passed through the network sequentially to generate embedding vectors for each. The squared distance and cosine similarity between the embedding vectors are computed and displayed. Images containing face of a single person will have low distance and high similarity and vice-versa. The distance values are in [0,4) and similarity values in [-1,1]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load first image\n",
    "img1 = cv2.imread('player1.jpg')\n",
    "# Display first image\n",
    "plt.imshow(cv2.cvtColor(img1,cv2.COLOR_BGR2RGB))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Preprocess first image\n",
    "pre1 = get_input(detector,img1)\n",
    "# Display preprocessed image\n",
    "plt.imshow(np.transpose(pre1,(1,2,0)))\n",
    "plt.show()\n",
    "# Get embedding of first image\n",
    "out1 = get_feature(model,pre1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load second image\n",
    "img2 = cv2.imread('player2.jpg')\n",
    "# Display second image\n",
    "plt.imshow(cv2.cvtColor(img2,cv2.COLOR_BGR2RGB))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Preprocess second image\n",
    "pre2 = get_input(detector,img2)\n",
    "# Display preprocessed image\n",
    "plt.imshow(np.transpose(pre2,(1,2,0)))\n",
    "plt.show()\n",
    "# Get embedding of second image\n",
    "out2 = get_feature(model,pre2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance = 0.461761\n",
      "Similarity = 0.769120\n"
     ]
    }
   ],
   "source": [
    "# Compute squared distance between embeddings\n",
    "dist = np.sum(np.square(out1-out2))\n",
    "# Compute cosine similarity between embedddings\n",
    "sim = np.dot(out1, out2.T)\n",
    "# Print predictions\n",
    "print('Distance = %f' %(dist))\n",
    "print('Similarity = %f' %(sim))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
